{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Computer Vision Nanodegree\n",
    "\n",
    "## Project: Image Captioning\n",
    "\n",
    "---\n",
    "\n",
    "The Microsoft **C**ommon **O**bjects in **CO**ntext (MS COCO) dataset is a large-scale dataset for scene understanding.  The dataset is commonly used to train and benchmark object detection, segmentation, and captioning algorithms.  \n",
    "\n",
    "![Sample Dog Output](images/coco-examples.jpg)\n",
    "\n",
    "You can read more about the dataset on the [website](http://cocodataset.org/#home) or in the [research paper](https://arxiv.org/pdf/1405.0312.pdf).\n",
    "\n",
    "In this notebook, you will explore this dataset, in preparation for the project.\n",
    "\n",
    "## Step 1: Initialize the COCO API\n",
    "\n",
    "We begin by initializing the [COCO API](https://github.com/cocodataset/cocoapi) that you will use to obtain the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=6.43s)\n",
      "creating index...\n",
      "index created!\n",
      "loading annotations into memory...\n",
      "Done (t=0.50s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "sys.path.append('/opt/cocoapi/PythonAPI')\n",
    "from pycocotools.coco import COCO\n",
    "\n",
    "# initialize COCO API for instance annotations\n",
    "dataDir = '/opt/cocoapi'\n",
    "dataType = 'val2014'\n",
    "instances_annFile = os.path.join(dataDir, 'annotations/instances_{}.json'.format(dataType))\n",
    "coco = COCO(instances_annFile)\n",
    "\n",
    "# initialize COCO API for caption annotations\n",
    "captions_annFile = os.path.join(dataDir, 'annotations/captions_{}.json'.format(dataType))\n",
    "coco_caps = COCO(captions_annFile)\n",
    "\n",
    "# get image ids \n",
    "ids = list(coco.anns.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Plot a Sample Image\n",
    "\n",
    "Next, we plot a random image from the dataset, along with its five corresponding captions.  Each time you run the code cell below, a different image is selected.  \n",
    "\n",
    "In the project, you will use this dataset to train your own model to generate captions from images!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://images.cocodataset.org/val2014/COCO_val2014_000000535952.jpg\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6fd42af9b0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Three chocolate cupcakes sitting on a wooden cutting board.\n",
      "A tray with small chocolate cupcakes on it\n",
      "Three chocolate cupcakes on a wooden cutting board\n",
      "three chocolate cupcakes on a cutting board with no frosting on them\n",
      "an image of chocolate cupcakes on a counter\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import skimage.io as io\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# pick a random image and obtain the corresponding URL\n",
    "ann_id = np.random.choice(ids)\n",
    "img_id = coco.anns[ann_id]['image_id']\n",
    "img = coco.loadImgs(img_id)[0]\n",
    "url = img['coco_url']\n",
    "\n",
    "# print URL and visualize corresponding image\n",
    "print(url)\n",
    "I = io.imread(url)\n",
    "plt.axis('off')\n",
    "plt.imshow(I)\n",
    "plt.show()\n",
    "\n",
    "# load and display captions\n",
    "annIds = coco_caps.getAnnIds(imgIds=img['id']);\n",
    "anns = coco_caps.loadAnns(annIds)\n",
    "coco_caps.showAnns(anns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: What's to Come!\n",
    "\n",
    "In this project, you will use the dataset of image-caption pairs to train a CNN-RNN model to automatically generate images from captions.  You'll learn more about how to design the architecture in the next notebook in the sequence (**1_Preliminaries.ipynb**).\n",
    "\n",
    "![Image Captioning CNN-RNN model](images/encoder-decoder.png)"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
